{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9088f9d3",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> week08 : 数据实践-liepin-03 </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "432ef28d",
   "metadata": {},
   "source": [
    "# 上周内容翻页获取页面数据\n",
    "\n",
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "93384f64",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in e:\\anaconda3\\lib\\site-packages (0.10.0)\n",
      "Requirement already satisfied: fake-useragent in e:\\anaconda3\\lib\\site-packages (from requests-html) (1.1.1)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in e:\\anaconda3\\lib\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: requests in e:\\anaconda3\\lib\\site-packages (from requests-html) (2.25.1)\n",
      "Requirement already satisfied: pyquery in e:\\anaconda3\\lib\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: w3lib in e:\\anaconda3\\lib\\site-packages (from requests-html) (2.1.1)\n",
      "Requirement already satisfied: parse in e:\\anaconda3\\lib\\site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: bs4 in e:\\anaconda3\\lib\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (3.10.0)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.59.0)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.4)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: certifi>=2021 in e:\\anaconda3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.12.7)\n",
      "Requirement already satisfied: zipp>=0.5 in e:\\anaconda3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.4.1)\n",
      "Requirement already satisfied: beautifulsoup4 in e:\\anaconda3\\lib\\site-packages (from bs4->requests-html) (4.9.3)\n",
      "Requirement already satisfied: soupsieve>1.2 in e:\\anaconda3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.2.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in e:\\anaconda3\\lib\\site-packages (from fake-useragent->requests-html) (5.12.0)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in e:\\anaconda3\\lib\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: lxml>=2.1 in e:\\anaconda3\\lib\\site-packages (from pyquery->requests-html) (4.6.3)\n",
      "Requirement already satisfied: idna<3,>=2.5 in e:\\anaconda3\\lib\\site-packages (from requests->requests-html) (2.10)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in e:\\anaconda3\\lib\\site-packages (from requests->requests-html) (4.0.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ab896412",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2245177357%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'chatted': False, 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compIndustry': 'IT服务', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compName': '恩梯梯数据(中国)', 'compId': 6629285, 'link': 'https://www.liepin.com/company/6629285/', 'compScale': '2000-5000人'}, 'dataParams': '{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"23154709\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'job': {'labels': [], 'advViewFlag': False, 'salary': '薪资面议', 'dq': '广州-天河区', 'refreshTime': '20200728103437', 'title': '数字营销PM', 'jobKind': '2', 'jobId': '23154709', 'topJob': False, 'link': 'https://www.liepin.com/job/1923154709.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2223154709%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '唐女士', 'recruiterTitle': '', 'imId': '9e5b45289ab5581e337193710fe42056', 'imUserType': '2', 'chatted': False, 'recruiterId': '69bf0604ae10eb243f03c06e2c7db374', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compIndustry': '游戏', 'compStage': '已上市', 'compLogo': '5ff42565bebf7311a41e860005u.png', 'compName': '广州百田', 'compId': 803274, 'link': 'https://www.liepin.com/company/803274/', 'compScale': '500-999人'}, 'dataParams': '{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"recruiterName\":\"唐女士\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"48905275\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'job': {'labels': ['产品优化', '二次元在研', '项目管理'], 'advViewFlag': False, 'salary': '20-28k·13薪', 'dq': '广州-天河区', 'refreshTime': '20220928174530', 'title': '项目发行PM（二次元） (MJ000855)', 'jobKind': '2', 'jobId': '48905275', 'topJob': False, 'link': 'https://www.liepin.com/job/1948905275.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2248905275%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '赖先生', 'recruiterTitle': '人力资源总监', 'imId': '81d856a45c0e72274ebbef01db417cf0', 'imUserType': '2', 'chatted': False, 'recruiterId': 'ffb961ad0561780d685123d92072146b', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'comp': {'compIndustry': '咨询服务', 'compStage': '融资未公开', 'compLogo': '612f1b02303e5d0d667cd9bb06u.png', 'compName': '贝兰格投资咨询(广州)有限公司', 'compId': 12912133, 'link': 'https://www.liepin.com/company/12912133/', 'compScale': '50-99人'}, 'dataParams': '{\"userId\":\"ffb961ad0561780d685123d92072146b\",\"recruiterName\":\"赖先生\",\"imId\":\"81d856a45c0e72274ebbef01db417cf0\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"46626189\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'job': {'labels': [], 'advViewFlag': False, 'salary': '8-16k·13薪', 'dq': '广州-天河区', 'refreshTime': '20220215115047', 'title': 'Product Manager', 'jobKind': '2', 'jobId': '46626189', 'topJob': False, 'link': 'https://www.liepin.com/job/1946626189.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2246626189%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'chatted': False, 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compIndustry': 'IT服务', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compName': '恩梯梯数据(中国)', 'compId': 6629285, 'link': 'https://www.liepin.com/company/6629285/', 'compScale': '2000-5000人'}, 'dataParams': '{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"25415919\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'job': {'labels': ['增长产品'], 'advViewFlag': False, 'salary': '薪资面议', 'dq': '广州', 'refreshTime': '20210615114605', 'title': '活动PM', 'jobKind': '2', 'jobId': '25415919', 'topJob': False, 'link': 'https://www.liepin.com/job/1925415919.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2225415919%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}], 'compList': []}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 804, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f0be8ecc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9f5e5601",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>...</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人事行政中心负责人</td>\n",
       "      <td>5e5d95960f37ddf6882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>7f4e7e8ef7261892f9139596f2e1a7af</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57326451</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1957326451.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5fef31dd7c06e62a9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e1f6f5d863e248b1fa8b08c8dbd02957</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57270007</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1957270007.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"871518775391643a04bdffecc9c81011\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>871518775391643a04bdffecc9c81011</td>\n",
       "      <td>571885ea45ce00977366da9105a.jpg</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57754271</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1957754271.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>55703639</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955703639.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>55703543</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955703543.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>44053277</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/44053277.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957679297.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>翁女士</td>\n",
       "      <td>Recruiter-Talent Acquisition</td>\n",
       "      <td>8595d9ba8d1a1a2d801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>f08748e81b3b0757d734fc6b171fa589</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>56689685</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956689685.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5fef31dd7c06e62a9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e1f6f5d863e248b1fa8b08c8dbd02957</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>55739849</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955739849.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57794503</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957794503.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>曾女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7908151abdbef12e2efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>44113675</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/44113675.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57001973</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957001973.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>程先生</td>\n",
       "      <td>招聘专家</td>\n",
       "      <td>6fa10ff6ea77d091528dabef14b76f2d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57223711</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957223711.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>徐先生</td>\n",
       "      <td>招聘经理/HRBP经理</td>\n",
       "      <td>6e308ed6b5145fdb78f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>fcbe20e241c3fb89f50e0e7d6db6b154</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57632745</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957632745.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>985c18edc2b4008b04612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>b61494f006ea807945c2c8b358b10fa1</td>\n",
       "      <td>5f8fa3bdea60860b75385c7e08u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>43492441</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/43492441.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>56876529</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956876529.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>林先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d9615c119bb132bd55a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>44978805</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/44978805.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57157157</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957157157.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>ef271aa98fbd8615613a615479ad0f1e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>09129a3bc6f13614e4e32c50af3d5f75</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>48604689</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948604689.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>邓先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6576d39ac3d6a469337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>4df980208f61abaa845b1031e141f2ce</td>\n",
       "      <td>62805e7707a1d17a9af2abd001u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>44709427</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/44709427.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>56295007</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956295007.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>Keli Tang</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>edbe6a7c4ed9d6e5aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>30477665</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1930477665.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>37476b87b3e233679f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>45187159</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/45187159.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>112</td>\n",
       "      <td>bd0efb08acc7704271de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>43037645</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1943037645.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>18f5af2ced812a43d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>35923437</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1935923437.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>feaaf399e43a569d29323863fa1c0b93</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50466807</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1950466807.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>林女士</td>\n",
       "      <td>人力资源业务合作伙伴</td>\n",
       "      <td>7b8081a6d08696bafaf1d0d00bd33fc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>55829685</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955829685.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>赵女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>8a0305395cddc174dfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>a94c79b32e2ac4b0b0a633f2b1b00a0c</td>\n",
       "      <td>606ff339fd3cfa235c8a104e02u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>45253831</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/45253831.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>48554057</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948554057.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>杜先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>0d2213fbc6520bd4e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>54145433</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1954145433.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>96080c821aff5629f19be04c8fd8e210</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>a3c89b1765f955f21481c55033648d88</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50173893</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1950173893.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>57403583</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957403583.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>陆女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>7829c0aa95f568cada116b3e040ec67e</td>\n",
       "      <td>62fe2d4a95ee1c041432be7a05u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>43309883</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/43309883.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>ecb69f58b8af2fa07bed4a56d1662c8b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>55992453</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955992453.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>日化</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>45177357</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/45177357.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>23154709</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1923154709.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td></td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>48905275</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948905275.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>赖先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>81d856a45c0e72274ebbef01db417cf0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>ffb961ad0561780d685123d92072146b</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>46626189</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1946626189.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>25415919</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1925415919.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       "1   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       "2   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       "3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       "5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       "6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       "7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       "8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       "9   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       "10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       "12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       "13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       "14  {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       "15  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       "16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       "17  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       "18  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       "19  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       "20  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       "21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       "22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       "23  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       "24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       "25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       "26  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       "27  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       "28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       "29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       "30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       "31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       "32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       "33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       "34  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       "35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       "36  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       "38  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       "39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "\n",
       "                                             dataInfo recruiter.recruiterName  \\\n",
       "0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     张女士   \n",
       "1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄先生   \n",
       "2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       "3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     吴女士   \n",
       "4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     侯先生   \n",
       "5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     侯先生   \n",
       "6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     谌女士   \n",
       "7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     樊女士   \n",
       "8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     翁女士   \n",
       "9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄先生   \n",
       "10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     吴女士   \n",
       "11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     曾女士   \n",
       "12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     冯先生   \n",
       "13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     程先生   \n",
       "14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     徐先生   \n",
       "15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       "16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     王女士   \n",
       "17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     林先生   \n",
       "18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘先生   \n",
       "19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄女士   \n",
       "20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     邓先生   \n",
       "21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黎先生   \n",
       "22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...               Keli Tang   \n",
       "23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     宋女士   \n",
       "24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     张先生   \n",
       "25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       "26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈先生   \n",
       "27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     林女士   \n",
       "28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     赵女士   \n",
       "29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       "30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     杜先生   \n",
       "31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       "32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     俞女士   \n",
       "33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陆女士   \n",
       "34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     郑先生   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     孙女士   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     唐女士   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     赖先生   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       "\n",
       "        recruiter.recruiterTitle                    recruiter.imId  \\\n",
       "0                      人事行政中心负责人  5e5d95960f37ddf6882b84a174d57208   \n",
       "1                           招聘经理  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       "2                                 180268114ec479913eaad1f295204b5b   \n",
       "3                  HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "4                           HRBP  e2b135092ee70a2ae950a599d250d4ad   \n",
       "5                           HRBP  e2b135092ee70a2ae950a599d250d4ad   \n",
       "6                           猎头顾问  d874c5f87567784901ab80e4a8b96567   \n",
       "7                            HRM  c161b9ea744ffb27d0e00b26797bdaff   \n",
       "8   Recruiter-Talent Acquisition  8595d9ba8d1a1a2d801c17c79e240538   \n",
       "9                           招聘经理  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       "10                 HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "11                          猎头顾问  7908151abdbef12e2efebeb7f272cb14   \n",
       "12                     Recruiter  fadfc2ceb1f0029d4ad85438c465a917   \n",
       "13                          招聘专家  6fa10ff6ea77d091528dabef14b76f2d   \n",
       "14                   招聘经理/HRBP经理  6e308ed6b5145fdb78f5885b11a76839   \n",
       "15                          猎头顾问  985c18edc2b4008b04612e645251413c   \n",
       "16                        人力资源专员  24c1cab13ef9bc2e801c17c79e240538   \n",
       "17                          猎头顾问  d9615c119bb132bd55a0b6511a508218   \n",
       "18                    高级医学信息沟通专员  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       "19                          招聘经理  ef271aa98fbd8615613a615479ad0f1e   \n",
       "20                          猎头顾问  6576d39ac3d6a469337193710fe42056   \n",
       "21                          招聘主管  beff7093463e459a613348042573671f   \n",
       "22                          HRBP  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       "23                          猎头顾问  37476b87b3e233679f90a7bcfdb96d0e   \n",
       "24                           112  bd0efb08acc7704271de52c3bc0b6279   \n",
       "25                            HR  18f5af2ced812a43d6a9d1214a39013b   \n",
       "26                                feaaf399e43a569d29323863fa1c0b93   \n",
       "27                    人力资源业务合作伙伴  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       "28                          猎头顾问  8a0305395cddc174dfb6df235db455f2   \n",
       "29                                767685575712890413dd84912f51618a   \n",
       "30                          招聘经理  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       "31                            HR  96080c821aff5629f19be04c8fd8e210   \n",
       "32                            HR  927752d28c878e66e4cd5c055e1e05ce   \n",
       "33                          猎头顾问  50fe96bee43de82980764db4dc5d059d   \n",
       "34                           HRM  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       "35                          猎头顾问  9cfdabc8878349689809d03804875792   \n",
       "36                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "37                                9e5b45289ab5581e337193710fe42056   \n",
       "38                        人力资源总监  81d856a45c0e72274ebbef01db417cf0   \n",
       "39                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "\n",
       "   recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       "0                     2              False  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       "1                     2              False  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       "2                     2              False  871518775391643a04bdffecc9c81011   \n",
       "3                     2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       "4                     2              False  7da08eb2dc102f58400ecda04a611db0   \n",
       "5                     2              False  7da08eb2dc102f58400ecda04a611db0   \n",
       "6                     2              False  1ddf52f28236620a73d520f2e8bd293b   \n",
       "7                     2              False  74207202b9a1882cbe061eb681f898fc   \n",
       "8                     2              False  f08748e81b3b0757d734fc6b171fa589   \n",
       "9                     2              False  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       "10                    2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       "11                    2              False  ef813c13d17ddf72662825202deeb056   \n",
       "12                    2              False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "13                    2              False  1147dd557533b4567e1472c76bc04ebd   \n",
       "14                    2              False  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       "15                    2              False  b61494f006ea807945c2c8b358b10fa1   \n",
       "16                    2              False  57a52ed73fed146b4c632be0178bfd3f   \n",
       "17                    2              False  ec2448066ad5cdf94f25083a3243b675   \n",
       "18                    2              False  22ab2b1a88769c3259935c280d474240   \n",
       "19                    2              False  09129a3bc6f13614e4e32c50af3d5f75   \n",
       "20                    2              False  4df980208f61abaa845b1031e141f2ce   \n",
       "21                    2              False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       "22                    2              False  8d90c26ed477481c5bfe988e1b72f121   \n",
       "23                    2              False  375a1dfe17607510a0693c119d820cfb   \n",
       "24                    2              False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       "25                    2              False  7f371db882206fccd2bdf1809a52d3e6   \n",
       "26                    2              False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       "27                    2              False  308332da68f592edf82050c4b8bff969   \n",
       "28                    2              False  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       "29                    2              False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       "30                    2              False  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       "31                    2              False  a3c89b1765f955f21481c55033648d88   \n",
       "32                    2              False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       "33                    2              False  7829c0aa95f568cada116b3e040ec67e   \n",
       "34                    2              False  71e39b9fa38c7913909ac669ef10aa84   \n",
       "35                    2              False  47227c6fbfcd952686963be95b15422d   \n",
       "36                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       "37                    2              False  69bf0604ae10eb243f03c06e2c7db374   \n",
       "38                    2              False  ffb961ad0561780d685123d92072146b   \n",
       "39                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compIndustry  ... job.jobKind  \\\n",
       "0    5f8f9865ea60860b75384fa508u.jpg           房地产开发经营  ...           2   \n",
       "1    5f8f9868f6d1ab58476f24a008u.jpg              科技金融  ...           2   \n",
       "2    571885ea45ce00977366da9105a.jpg          运营商/增值服务  ...           2   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口  ...           2   \n",
       "4    5f8f986bdfb13a7dee342f2108u.jpg              人工智能  ...           2   \n",
       "5    5f8f986bdfb13a7dee342f2108u.jpg              人工智能  ...           2   \n",
       "6    5cb81b959fae687d43164cca03u.jpg             机械/设备  ...           1   \n",
       "7    5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       "8    5f8f98648dbe6273dcf8515508u.jpg              医疗器械  ...           2   \n",
       "9    5f8f9868f6d1ab58476f24a008u.jpg              科技金融  ...           2   \n",
       "10   5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口  ...           2   \n",
       "11   62c6abbf1551f613ff3fa49a08u.png          食品/饮料/酒水  ...           1   \n",
       "12   63a9534728c57209b0f4aa0505u.png                日化  ...           2   \n",
       "13   63a46574fd38b10039f0b94b05u.png              人工智能  ...           2   \n",
       "14   5f8f986c79c7cc70efbf36c808u.jpg              电子商务  ...           2   \n",
       "15   5f8fa3bdea60860b75385c7e08u.png              医疗器械  ...           1   \n",
       "16   5f8f98648dbe6273dcf8515508u.jpg              医疗器械  ...           2   \n",
       "17   62f7aab56555120790d6013103u.png          食品/饮料/酒水  ...           1   \n",
       "18   5f8f986aea60860b75384fab08u.jpg                制药  ...           2   \n",
       "19   5f8f9865ea60860b75384fa508u.jpg              仪器仪表  ...           2   \n",
       "20   62805e7707a1d17a9af2abd001u.jpg               互联网  ...           1   \n",
       "21   5f8f9868f6d1ab58476f24a008u.jpg              通信设备  ...           2   \n",
       "22   5f8f9865ea60860b75384fa508u.jpg            专业技术服务  ...           2   \n",
       "23   6100c9081d756a75997a266703u.jpg                日化  ...           1   \n",
       "24   5f8f986aea60860b75384fab08u.jpg             计算机软件  ...           2   \n",
       "25   5f8f9863f6d1ab58476f246a08u.jpg                制药  ...           2   \n",
       "26   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革  ...           2   \n",
       "27   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革  ...           2   \n",
       "28   606ff339fd3cfa235c8a104e02u.png              IT服务  ...           1   \n",
       "29   5f8f98648dbe6273dcf8515508u.jpg                制药  ...           2   \n",
       "30   5f8f986aea60860b75384fab08u.jpg                日化  ...           2   \n",
       "31   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件  ...           2   \n",
       "32   601baaab60c8320221e3c1d902u.png               互联网  ...           2   \n",
       "33   62fe2d4a95ee1c041432be7a05u.jpg          食品/饮料/酒水  ...           1   \n",
       "34   5f8f9868f6d1ab58476f24a008u.jpg               互联网  ...           2   \n",
       "35  6321be3095ee1c04143439eb01u.jpeg                日化  ...           1   \n",
       "36   5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       "37   5f8f986779c7cc70efbf36c008u.jpg                游戏  ...           2   \n",
       "38   5f8f986bdfb13a7dee342f2108u.jpg              咨询服务  ...           2   \n",
       "39   5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       "\n",
       "   job.jobId  job.topJob                                     job.link  \\\n",
       "0   57326451        True  https://www.liepin.com/job/1957326451.shtml   \n",
       "1   57270007        True  https://www.liepin.com/job/1957270007.shtml   \n",
       "2   57754271        True  https://www.liepin.com/job/1957754271.shtml   \n",
       "3   50965433       False  https://www.liepin.com/job/1950965433.shtml   \n",
       "4   55703639       False  https://www.liepin.com/job/1955703639.shtml   \n",
       "5   55703543       False  https://www.liepin.com/job/1955703543.shtml   \n",
       "6   44053277       False      https://www.liepin.com/a/44053277.shtml   \n",
       "7   57679297       False  https://www.liepin.com/job/1957679297.shtml   \n",
       "8   56689685       False  https://www.liepin.com/job/1956689685.shtml   \n",
       "9   55739849       False  https://www.liepin.com/job/1955739849.shtml   \n",
       "10  57794503       False  https://www.liepin.com/job/1957794503.shtml   \n",
       "11  44113675       False      https://www.liepin.com/a/44113675.shtml   \n",
       "12  57001973       False  https://www.liepin.com/job/1957001973.shtml   \n",
       "13  57223711       False  https://www.liepin.com/job/1957223711.shtml   \n",
       "14  57632745       False  https://www.liepin.com/job/1957632745.shtml   \n",
       "15  43492441       False      https://www.liepin.com/a/43492441.shtml   \n",
       "16  56876529       False  https://www.liepin.com/job/1956876529.shtml   \n",
       "17  44978805       False      https://www.liepin.com/a/44978805.shtml   \n",
       "18  57157157       False  https://www.liepin.com/job/1957157157.shtml   \n",
       "19  48604689       False  https://www.liepin.com/job/1948604689.shtml   \n",
       "20  44709427       False      https://www.liepin.com/a/44709427.shtml   \n",
       "21  56295007       False  https://www.liepin.com/job/1956295007.shtml   \n",
       "22  30477665       False  https://www.liepin.com/job/1930477665.shtml   \n",
       "23  45187159       False      https://www.liepin.com/a/45187159.shtml   \n",
       "24  43037645       False  https://www.liepin.com/job/1943037645.shtml   \n",
       "25  35923437       False  https://www.liepin.com/job/1935923437.shtml   \n",
       "26  50466807       False  https://www.liepin.com/job/1950466807.shtml   \n",
       "27  55829685       False  https://www.liepin.com/job/1955829685.shtml   \n",
       "28  45253831       False      https://www.liepin.com/a/45253831.shtml   \n",
       "29  48554057       False  https://www.liepin.com/job/1948554057.shtml   \n",
       "30  54145433       False  https://www.liepin.com/job/1954145433.shtml   \n",
       "31  50173893       False  https://www.liepin.com/job/1950173893.shtml   \n",
       "32  57403583       False  https://www.liepin.com/job/1957403583.shtml   \n",
       "33  43309883       False      https://www.liepin.com/a/43309883.shtml   \n",
       "34  55992453       False  https://www.liepin.com/job/1955992453.shtml   \n",
       "35  45177357       False      https://www.liepin.com/a/45177357.shtml   \n",
       "36  23154709       False  https://www.liepin.com/job/1923154709.shtml   \n",
       "37  48905275       False  https://www.liepin.com/job/1948905275.shtml   \n",
       "38  46626189       False  https://www.liepin.com/job/1946626189.shtml   \n",
       "39  25415919       False  https://www.liepin.com/job/1925415919.shtml   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink  \\\n",
       "0                                    \n",
       "1                                    \n",
       "2                                    \n",
       "3                                    \n",
       "4                                    \n",
       "5                                    \n",
       "6              NaN             NaN   \n",
       "7                                    \n",
       "8                                    \n",
       "9                                    \n",
       "10                                   \n",
       "11             NaN             NaN   \n",
       "12                                   \n",
       "13                                   \n",
       "14                                   \n",
       "15             NaN             NaN   \n",
       "16                                   \n",
       "17             NaN             NaN   \n",
       "18                                   \n",
       "19                                   \n",
       "20             NaN             NaN   \n",
       "21                                   \n",
       "22                                   \n",
       "23             NaN             NaN   \n",
       "24                                   \n",
       "25                                   \n",
       "26                                   \n",
       "27                                   \n",
       "28             NaN             NaN   \n",
       "29                                   \n",
       "30                                   \n",
       "31                                   \n",
       "32                                   \n",
       "33             NaN             NaN   \n",
       "34                                   \n",
       "35             NaN             NaN   \n",
       "36                                   \n",
       "37                                   \n",
       "38                                   \n",
       "39                                   \n",
       "\n",
       "                                       job.dataPromId job.requireEduLevel  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       "\n",
       "   job.requireWorkYears comp.compStage  \n",
       "0                 5-10年            NaN  \n",
       "1                  3-5年             其他  \n",
       "2                  3-5年            NaN  \n",
       "3                  3-5年            NaN  \n",
       "4                  3-5年             C轮  \n",
       "5                  3-5年             C轮  \n",
       "6                 5-10年          融资未公开  \n",
       "7                  3-5年            NaN  \n",
       "8                 5-10年            NaN  \n",
       "9                  3-5年             其他  \n",
       "10                 3-5年            NaN  \n",
       "11                5-10年          融资未公开  \n",
       "12                 经验不限            NaN  \n",
       "13                 经验不限             C轮  \n",
       "14                5-10年          融资未公开  \n",
       "15                 3-5年          融资未公开  \n",
       "16                5-10年            NaN  \n",
       "17                 经验不限          融资未公开  \n",
       "18                 1-3年           港股上市  \n",
       "19                5-10年            NaN  \n",
       "20                10年以上            NaN  \n",
       "21                 3-5年         沪深A股上市  \n",
       "22                5-10年            NaN  \n",
       "23                5-10年          融资未公开  \n",
       "24                 3-5年             其他  \n",
       "25                 3-5年          融资未公开  \n",
       "26                 3-5年            NaN  \n",
       "27                5-10年            NaN  \n",
       "28                10年以上            NaN  \n",
       "29                 3-5年          融资未公开  \n",
       "30                5-10年            NaN  \n",
       "31                5-10年            NaN  \n",
       "32                 3-5年            已上市  \n",
       "33                5-10年          融资未公开  \n",
       "34                5-10年            NaN  \n",
       "35                 1-3年          融资未公开  \n",
       "36                5-10年            NaN  \n",
       "37                5-10年            已上市  \n",
       "38                 3-5年          融资未公开  \n",
       "39                 3-5年            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d90a848",
   "metadata": {},
   "source": [
    "# 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5d5cbca5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0acc43a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55030511",
   "metadata": {},
   "source": [
    "# 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "aff8def1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a58af84b",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6a28ffe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"userId\":\"7f4e7e8ef7261...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57326451</td>\n",
       "      <td>20230412110555</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5e5d95960f37ddf6882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfe97f674719df0ac99562403a.png</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>2250604.0</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>https://www.liepin.com/company/2250604/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>产品经理（系统端）</td>\n",
       "      <td>14-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57270007</td>\n",
       "      <td>20230413150830</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5fef31dd7c06e62a9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5ef856aa543a971969df89b903u.jpg</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>12219769.0</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12219769/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]</td>\n",
       "      <td>True</td>\n",
       "      <td>支付产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55739849</td>\n",
       "      <td>20230413150830</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5fef31dd7c06e62a9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5ef856aa543a971969df89b903u.jpg</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>12219769.0</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12219769/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50965433</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>55703639</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>False</td>\n",
       "      <td>自动驾驶工具产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>55703543</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"recruiterName\":\"谌女士\",\"userId\":\"1ddf52f282366...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44053277</td>\n",
       "      <td>20230413094418</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>57679297</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"recruiterName\":\"翁女士\",\"userId\":\"f08748e81b3b0...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Sales Manager MR 产品销售经理 广州</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56689685</td>\n",
       "      <td>20230303234707</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8595d9ba8d1a1a2d801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>5c0dfd9f570cb120f184080203u.jpg</td>\n",
       "      <td>西门子医疗系统</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8916227.0</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"userId\":\"8715187753916...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57754271</td>\n",
       "      <td>20230412172946</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>571885ea45ce00977366da9105a.jpg</td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>False</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57794503</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"recruiterName\":\"曾女士\",\"userId\":\"ef813c13d17dd...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>False</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>15-24k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>44113675</td>\n",
       "      <td>20230306145244</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>7908151abdbef12e2efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型食品/饮料/日化公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"userId\":\"f7de5de3cbf7f...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>False</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57001973</td>\n",
       "      <td>20230412111136</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...</td>\n",
       "      <td>False</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>57223711</td>\n",
       "      <td>20230412190939</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>6fa10ff6ea77d091528dabef14b76f2d</td>\n",
       "      <td>2</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"recruiterName\":\"徐先生\",\"userId\":\"fcbe20e241c3f...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>高级跨境产品经理（Yep品牌）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57632745</td>\n",
       "      <td>20230413070420</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>6e308ed6b5145fdb78f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>62fc68011daaa21b59c94d3305u.png</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7891491.0</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/7891491/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"userId\":\"b61494f006ea8...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品销售经理-广州</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>43492441</td>\n",
       "      <td>20230412101855</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8fa3bdea60860b75385c7e08u.png</td>\n",
       "      <td>985c18edc2b4008b04612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某上海大型医疗器械公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56876529</td>\n",
       "      <td>20230414113305</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>False</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44978805</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>d9615c119bb132bd55a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>False</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57157157</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"userId\":\"09129a3bc6f13...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>48604689</td>\n",
       "      <td>20230301100715</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>ef271aa98fbd8615613a615479ad0f1e</td>\n",
       "      <td>2</td>\n",
       "      <td>60b831ef7cc07936e59f518306u.png</td>\n",
       "      <td>索恩照明(广州)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>12773635.0</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>https://www.liepin.com/company/12773635/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"recruiterName\":\"邓先生\",\"userId\":\"4df980208f61a...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[软件开发]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44709427</td>\n",
       "      <td>20230324111137</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>62805e7707a1d17a9af2abd001u.jpg</td>\n",
       "      <td>6576d39ac3d6a469337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56295007</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>30477665</td>\n",
       "      <td>20230413103006</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>edbe6a7c4ed9d6e5aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>False</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>45187159</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>37476b87b3e233679f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>43037645</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>bd0efb08acc7704271de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>35923437</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>18f5af2ced812a43d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50466807</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>feaaf399e43a569d29323863fa1c0b93</td>\n",
       "      <td>2</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55829685</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>7b8081a6d08696bafaf1d0d00bd33fc5</td>\n",
       "      <td>2</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"userId\":\"a94c79b32e2ac...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45253831</td>\n",
       "      <td>20230413092954</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>606ff339fd3cfa235c8a104e02u.png</td>\n",
       "      <td>8a0305395cddc174dfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>False</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>48554057</td>\n",
       "      <td>20230411104123</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"recruiterName\":\"杜先生\",\"userId\":\"cd24cb737616c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>False</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>54145433</td>\n",
       "      <td>20230414104936</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>0d2213fbc6520bd4e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"a3c89b1765f95...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]</td>\n",
       "      <td>False</td>\n",
       "      <td>PM</td>\n",
       "      <td>17-30k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50173893</td>\n",
       "      <td>20230324093022</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>96080c821aff5629f19be04c8fd8e210</td>\n",
       "      <td>2</td>\n",
       "      <td>59029b747032a701b89b8b7a04a.jpg</td>\n",
       "      <td>上海华钦信息科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>8598051.0</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/8598051/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...</td>\n",
       "      <td>False</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>57403583</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"recruiterName\":\"陆女士\",\"userId\":\"7829c0aa95f56...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>43309883</td>\n",
       "      <td>20230208175714</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>62fe2d4a95ee1c041432be7a05u.jpg</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>False</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>55992453</td>\n",
       "      <td>20230412154954</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>ecb69f58b8af2fa07bed4a56d1662c8b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45177357</td>\n",
       "      <td>20230413101755</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>23154709</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>48905275</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>46626189</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>81d856a45c0e72274ebbef01db417cf0</td>\n",
       "      <td>2</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>False</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>25415919</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"张女士\",\"userId\":\"7f4e7e8ef7261...   \n",
       "1   {\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...   \n",
       "2   {\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...   \n",
       "3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       "4   {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       "5   {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       "6   {\"recruiterName\":\"谌女士\",\"userId\":\"1ddf52f282366...   \n",
       "7   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       "8   {\"recruiterName\":\"翁女士\",\"userId\":\"f08748e81b3b0...   \n",
       "9   {\"recruiterName\":\"陈女士\",\"userId\":\"8715187753916...   \n",
       "10  {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       "11  {\"recruiterName\":\"曾女士\",\"userId\":\"ef813c13d17dd...   \n",
       "12  {\"recruiterName\":\"冯先生\",\"userId\":\"f7de5de3cbf7f...   \n",
       "13  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       "14  {\"recruiterName\":\"徐先生\",\"userId\":\"fcbe20e241c3f...   \n",
       "15  {\"recruiterName\":\"陈女士\",\"userId\":\"b61494f006ea8...   \n",
       "16  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       "17  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       "18  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       "19  {\"recruiterName\":\"黄女士\",\"userId\":\"09129a3bc6f13...   \n",
       "20  {\"recruiterName\":\"邓先生\",\"userId\":\"4df980208f61a...   \n",
       "21  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       "22  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       "23  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       "24  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       "25  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       "26  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       "27  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       "28  {\"recruiterName\":\"赵女士\",\"userId\":\"a94c79b32e2ac...   \n",
       "29  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       "30  {\"recruiterName\":\"杜先生\",\"userId\":\"cd24cb737616c...   \n",
       "31  {\"recruiterName\":\"刘女士\",\"userId\":\"a3c89b1765f95...   \n",
       "32  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       "33  {\"recruiterName\":\"陆女士\",\"userId\":\"7829c0aa95f56...   \n",
       "34  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       "35  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       "36  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "37  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       "38  {\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...   \n",
       "39  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                           job.labels  job.topJob  \\\n",
       "0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]        True   \n",
       "1          [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]        True   \n",
       "2       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]        True   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...       False   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...       False   \n",
       "5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...       False   \n",
       "6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...       False   \n",
       "7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]       False   \n",
       "8                                                  []       False   \n",
       "9    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]       False   \n",
       "10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...       False   \n",
       "11                                           [web端产品]       False   \n",
       "12                                  [to C, 电子商务, 消费品]       False   \n",
       "13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...       False   \n",
       "14                                 [广告产品, 广告行业, 团队管理]       False   \n",
       "15                                                 []       False   \n",
       "16                                                 []       False   \n",
       "17                                             [to C]       False   \n",
       "18                                             [泌尿外科]       False   \n",
       "19                                                 []       False   \n",
       "20                                             [软件开发]       False   \n",
       "21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...       False   \n",
       "22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...       False   \n",
       "23                                   [化妆品, 消费品, 产品开发]       False   \n",
       "24                                                 []       False   \n",
       "25                                                 []       False   \n",
       "26                                 [商品管理, 产品企划, 商品运营]       False   \n",
       "27                                                 []       False   \n",
       "28                                                 []       False   \n",
       "29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]       False   \n",
       "30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]       False   \n",
       "31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]       False   \n",
       "32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...       False   \n",
       "33                                                 []       False   \n",
       "34                                             [品牌策划]       False   \n",
       "35                                 [市场营销, 产品管理, 产品开发]       False   \n",
       "36                                                 []       False   \n",
       "37                                [产品优化, 二次元在研, 项目管理]       False   \n",
       "38                                                 []       False   \n",
       "39                                             [增长产品]       False   \n",
       "\n",
       "                                       job.title  job.salary  job.dq  \\\n",
       "0                                         IT产品经理      20-26k  广州-越秀区   \n",
       "1                                      产品经理（系统端）      14-18k  广州-天河区   \n",
       "2                                         支付产品经理      15-20k  广州-天河区   \n",
       "3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       "4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区   \n",
       "5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区   \n",
       "6                           产品经理/Product Manager      20-30k      广州   \n",
       "7                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       "8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       "9                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区   \n",
       "10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       "11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       "12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       "13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       "14                               高级跨境产品经理（Yep品牌）      25-35k      广州   \n",
       "15                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       "16                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       "17                          eWMS Product Manager  20-40k·15薪      广州   \n",
       "18                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       "19                                        助理产品经理  15-25k·13薪  广州-黄埔区   \n",
       "20                                          产品经理  25-35k·14薪      广州   \n",
       "21                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       "22                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       "23  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       "24                                        数码产品经理        薪资面议      广州   \n",
       "25                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       "26                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       "27                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       "28                                          产品经理      20-30k      广州   \n",
       "29                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       "30                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       "31                                            PM  17-30k·13薪  广州-天河区   \n",
       "32                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       "33                               Product Manager  30-40k·13薪  广州-天河区   \n",
       "34                                        产品策划经理      15-25k  广州-白云区   \n",
       "35                              Product Manager       25-30k      广州   \n",
       "36                                        数字营销PM        薪资面议  广州-天河区   \n",
       "37                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       "38                               Product Manager   8-16k·13薪  广州-天河区   \n",
       "39                                          活动PM        薪资面议      广州   \n",
       "\n",
       "   job.jobId job.refreshTime job.jobKind  ...  \\\n",
       "0   57326451  20230412110555           2  ...   \n",
       "1   57270007  20230413150830           2  ...   \n",
       "2   55739849  20230413150830           2  ...   \n",
       "3   50965433  20230414103329           2  ...   \n",
       "4   55703639  20230228112317           2  ...   \n",
       "5   55703543  20230228112317           2  ...   \n",
       "6   44053277  20230413094418           1  ...   \n",
       "7   57679297  20230410215438           2  ...   \n",
       "8   56689685  20230303234707           2  ...   \n",
       "9   57754271  20230412172946           2  ...   \n",
       "10  57794503  20230414103329           2  ...   \n",
       "11  44113675  20230306145244           1  ...   \n",
       "12  57001973  20230412111136           2  ...   \n",
       "13  57223711  20230412190939           2  ...   \n",
       "14  57632745  20230413070420           2  ...   \n",
       "15  43492441  20230412101855           1  ...   \n",
       "16  56876529  20230414113305           2  ...   \n",
       "17  44978805  20230413114524           1  ...   \n",
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       "30  54145433  20230414104936           2  ...   \n",
       "31  50173893  20230324093022           2  ...   \n",
       "32  57403583  20230329180701           2  ...   \n",
       "33  43309883  20230208175714           1  ...   \n",
       "34  55992453  20230412154954           2  ...   \n",
       "35  45177357  20230413101755           1  ...   \n",
       "36  23154709  20200728103437           2  ...   \n",
       "37  48905275  20220928174530           2  ...   \n",
       "38  46626189  20220215115047           2  ...   \n",
       "39  25415919  20210615114605           2  ...   \n",
       "\n",
       "            recruiter.recruiterPhoto                    recruiter.imId  \\\n",
       "0    5f8f9865ea60860b75384fa508u.jpg  5e5d95960f37ddf6882b84a174d57208   \n",
       "1    5f8f9868f6d1ab58476f24a008u.jpg  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
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       "4    5f8f986bdfb13a7dee342f2108u.jpg  e2b135092ee70a2ae950a599d250d4ad   \n",
       "5    5f8f986bdfb13a7dee342f2108u.jpg  e2b135092ee70a2ae950a599d250d4ad   \n",
       "6    5cb81b959fae687d43164cca03u.jpg  d874c5f87567784901ab80e4a8b96567   \n",
       "7    5f8f9863f6d1ab58476f246a08u.jpg  c161b9ea744ffb27d0e00b26797bdaff   \n",
       "8    5f8f98648dbe6273dcf8515508u.jpg  8595d9ba8d1a1a2d801c17c79e240538   \n",
       "9    571885ea45ce00977366da9105a.jpg  180268114ec479913eaad1f295204b5b   \n",
       "10   5f8f98648dbe6273dcf8515508u.jpg  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "11   62c6abbf1551f613ff3fa49a08u.png  7908151abdbef12e2efebeb7f272cb14   \n",
       "12   63a9534728c57209b0f4aa0505u.png  fadfc2ceb1f0029d4ad85438c465a917   \n",
       "13   63a46574fd38b10039f0b94b05u.png  6fa10ff6ea77d091528dabef14b76f2d   \n",
       "14   5f8f986c79c7cc70efbf36c808u.jpg  6e308ed6b5145fdb78f5885b11a76839   \n",
       "15   5f8fa3bdea60860b75385c7e08u.png  985c18edc2b4008b04612e645251413c   \n",
       "16   5f8f98648dbe6273dcf8515508u.jpg  24c1cab13ef9bc2e801c17c79e240538   \n",
       "17   62f7aab56555120790d6013103u.png  d9615c119bb132bd55a0b6511a508218   \n",
       "18   5f8f986aea60860b75384fab08u.jpg  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       "19   5f8f9865ea60860b75384fa508u.jpg  ef271aa98fbd8615613a615479ad0f1e   \n",
       "20   62805e7707a1d17a9af2abd001u.jpg  6576d39ac3d6a469337193710fe42056   \n",
       "21   5f8f9868f6d1ab58476f24a008u.jpg  beff7093463e459a613348042573671f   \n",
       "22   5f8f9865ea60860b75384fa508u.jpg  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       "23   6100c9081d756a75997a266703u.jpg  37476b87b3e233679f90a7bcfdb96d0e   \n",
       "24   5f8f986aea60860b75384fab08u.jpg  bd0efb08acc7704271de52c3bc0b6279   \n",
       "25   5f8f9863f6d1ab58476f246a08u.jpg  18f5af2ced812a43d6a9d1214a39013b   \n",
       "26   5f8f9868f6d1ab58476f24a008u.jpg  feaaf399e43a569d29323863fa1c0b93   \n",
       "27   5f8f98648dbe6273dcf8515508u.jpg  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       "28   606ff339fd3cfa235c8a104e02u.png  8a0305395cddc174dfb6df235db455f2   \n",
       "29   5f8f98648dbe6273dcf8515508u.jpg  767685575712890413dd84912f51618a   \n",
       "30   5f8f986aea60860b75384fab08u.jpg  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
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       "32   601baaab60c8320221e3c1d902u.png  927752d28c878e66e4cd5c055e1e05ce   \n",
       "33   62fe2d4a95ee1c041432be7a05u.jpg  50fe96bee43de82980764db4dc5d059d   \n",
       "34   5f8f9868f6d1ab58476f24a008u.jpg  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       "35  6321be3095ee1c04143439eb01u.jpeg  9cfdabc8878349689809d03804875792   \n",
       "36   5f8f9863f6d1ab58476f246a08u.jpg  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "37   5f8f986779c7cc70efbf36c008u.jpg  9e5b45289ab5581e337193710fe42056   \n",
       "38   5f8f986bdfb13a7dee342f2108u.jpg  81d856a45c0e72274ebbef01db417cf0   \n",
       "39   5f8f9863f6d1ab58476f246a08u.jpg  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "\n",
       "    recruiter.imUserType                    comp.compLogo    comp.compName  \\\n",
       "0                      2  5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司   \n",
       "1                      2  5ef856aa543a971969df89b903u.jpg             全民钱包   \n",
       "2                      2  5ef856aa543a971969df89b903u.jpg             全民钱包   \n",
       "3                      2  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       "4                      2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       "5                      2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       "6                      2  60e2fe0bf3df194a3c48adb502u.png     某广州大型机械/设备公司   \n",
       "7                      2  61b07937d0458d53c627567e02u.jpg   广州市新目标电子商务有限公司   \n",
       "8                      2  5c0dfd9f570cb120f184080203u.jpg          西门子医疗系统   \n",
       "9                      2  5bfea3d874719d2aa34c9d1703a.png            中数通信息   \n",
       "10                     2  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       "11                     2  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司   \n",
       "12                     2  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司   \n",
       "13                     2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       "14                     2  62fc68011daaa21b59c94d3305u.png     广州麦优网络科技有限公司   \n",
       "15                     2  60e2fe0bf3df194a3c48adb502u.png      某上海大型医疗器械公司   \n",
       "16                     2  5952237b7032381b6822192505a.jpg              丹纳赫   \n",
       "17                     2  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司   \n",
       "18                     2  5bfe916674719d35745ad29703a.png             康方生物   \n",
       "19                     2  60b831ef7cc07936e59f518306u.png     索恩照明(广州)有限公司   \n",
       "20                     2  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司   \n",
       "21                     2  5cc116c89fae687d43343d7308u.png             润建股份   \n",
       "22                     2  59dc78457832e11b880f044c05a.png     即能科技(广州)有限公司   \n",
       "23                     2  60e2fe0bf3df194a3c48adb502u.png        某国内大型日化公司   \n",
       "24                     2  5bfe92c174719d9f609a7b9603a.png             汇丰软件   \n",
       "25                     2  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   \n",
       "26                     2  628c584cb244352e0e92248608u.png            斯凯奇中国   \n",
       "27                     2  628c584cb244352e0e92248608u.png            斯凯奇中国   \n",
       "28                     2  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司   \n",
       "29                     2  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   \n",
       "30                     2  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司   \n",
       "31                     2  59029b747032a701b89b8b7a04a.jpg   上海华钦信息科技股份有限公司   \n",
       "32                     2  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司   \n",
       "33                     2  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司   \n",
       "34                     2  5f30a76e556e7a7b1280cc3006u.png     嫚熙控股(广州)有限公司   \n",
       "35                     2  60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司   \n",
       "36                     2  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       "37                     2  5ff42565bebf7311a41e860005u.png             广州百田   \n",
       "38                     2  612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司   \n",
       "39                     2  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       "\n",
       "   comp.compScale comp.compId comp.compIndustry  \\\n",
       "0     5000-10000人   2250604.0           房地产开发经营   \n",
       "1        100-499人  12219769.0              科技金融   \n",
       "2        100-499人  12219769.0              科技金融   \n",
       "3          50-99人   8112968.0            贸易/进出口   \n",
       "4        100-499人   9491766.0              人工智能   \n",
       "5        100-499人   9491766.0              人工智能   \n",
       "6        500-999人         NaN             机械/设备   \n",
       "7        100-499人  13315477.0              IT服务   \n",
       "8     5000-10000人   8916227.0              医疗器械   \n",
       "9      1000-2000人   1103040.0          运营商/增值服务   \n",
       "10         50-99人   8112968.0            贸易/进出口   \n",
       "11     2000-5000人         NaN          食品/饮料/酒水   \n",
       "12       10000人以上    873330.0                日化   \n",
       "13       100-499人   9491766.0              人工智能   \n",
       "14       100-499人   7891491.0              电子商务   \n",
       "15       10000人以上         NaN              医疗器械   \n",
       "16    5000-10000人   8506529.0              医疗器械   \n",
       "17       10000人以上         NaN          食品/饮料/酒水   \n",
       "18     2000-5000人   8275623.0                制药   \n",
       "19       100-499人  12773635.0              仪器仪表   \n",
       "20                        NaN               互联网   \n",
       "21    5000-10000人   7863327.0              通信设备   \n",
       "22          1-49人   9283329.0            专业技术服务   \n",
       "23     2000-5000人         NaN                日化   \n",
       "24     2000-5000人   2664546.0             计算机软件   \n",
       "25       100-499人   7932064.0                制药   \n",
       "26     2000-5000人  13032765.0          服装/纺织/皮革   \n",
       "27     2000-5000人  13032765.0          服装/纺织/皮革   \n",
       "28       100-499人         NaN              IT服务   \n",
       "29       100-499人   7932064.0                制药   \n",
       "30       10000人以上    873330.0                日化   \n",
       "31     1000-2000人   8598051.0             计算机软件   \n",
       "32       10000人以上   8361671.0               互联网   \n",
       "33    5000-10000人         NaN          食品/饮料/酒水   \n",
       "34     1000-2000人   9660700.0               互联网   \n",
       "35     2000-5000人         NaN                日化   \n",
       "36     2000-5000人   6629285.0              IT服务   \n",
       "37       500-999人    803274.0                游戏   \n",
       "38         50-99人  12912133.0              咨询服务   \n",
       "39     2000-5000人   6629285.0              IT服务   \n",
       "\n",
       "                                   comp.link  comp.compStage  \n",
       "0    https://www.liepin.com/company/2250604/             NaN  \n",
       "1   https://www.liepin.com/company/12219769/              其他  \n",
       "2   https://www.liepin.com/company/12219769/              其他  \n",
       "3    https://www.liepin.com/company/8112968/             NaN  \n",
       "4    https://www.liepin.com/company/9491766/              C轮  \n",
       "5    https://www.liepin.com/company/9491766/              C轮  \n",
       "6                                                      融资未公开  \n",
       "7   https://www.liepin.com/company/13315477/             NaN  \n",
       "8    https://www.liepin.com/company/8916227/             NaN  \n",
       "9    https://www.liepin.com/company/1103040/             NaN  \n",
       "10   https://www.liepin.com/company/8112968/             NaN  \n",
       "11                                                     融资未公开  \n",
       "12    https://www.liepin.com/company/873330/             NaN  \n",
       "13   https://www.liepin.com/company/9491766/              C轮  \n",
       "14   https://www.liepin.com/company/7891491/           融资未公开  \n",
       "15                                                     融资未公开  \n",
       "16   https://www.liepin.com/company/8506529/             NaN  \n",
       "17                                                     融资未公开  \n",
       "18   https://www.liepin.com/company/8275623/            港股上市  \n",
       "19  https://www.liepin.com/company/12773635/             NaN  \n",
       "20                                                       NaN  \n",
       "21   https://www.liepin.com/company/7863327/          沪深A股上市  \n",
       "22   https://www.liepin.com/company/9283329/             NaN  \n",
       "23                                                     融资未公开  \n",
       "24   https://www.liepin.com/company/2664546/              其他  \n",
       "25   https://www.liepin.com/company/7932064/           融资未公开  \n",
       "26  https://www.liepin.com/company/13032765/             NaN  \n",
       "27  https://www.liepin.com/company/13032765/             NaN  \n",
       "28                                                       NaN  \n",
       "29   https://www.liepin.com/company/7932064/           融资未公开  \n",
       "30    https://www.liepin.com/company/873330/             NaN  \n",
       "31   https://www.liepin.com/company/8598051/             NaN  \n",
       "32   https://www.liepin.com/company/8361671/             已上市  \n",
       "33                                                     融资未公开  \n",
       "34   https://www.liepin.com/company/9660700/             NaN  \n",
       "35                                                     融资未公开  \n",
       "36   https://www.liepin.com/company/6629285/             NaN  \n",
       "37    https://www.liepin.com/company/803274/             已上市  \n",
       "38  https://www.liepin.com/company/12912133/           融资未公开  \n",
       "39   https://www.liepin.com/company/6629285/             NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8cc4d9b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.salary</th>\n",
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       "      <th>...</th>\n",
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       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
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       "      <th>job.title</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT产品经理</th>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"userId\":\"7f4e7e8ef7261...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57326451</td>\n",
       "      <td>20230412110555</td>\n",
       "      <td>2</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
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       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>2250604.0</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>https://www.liepin.com/company/2250604/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>支付产品经理</th>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]</td>\n",
       "      <td>True</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55739849</td>\n",
       "      <td>20230413150830</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5fef31dd7c06e62a9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5ef856aa543a971969df89b903u.jpg</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>12219769.0</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12219769/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-电信信息化部</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"userId\":\"8715187753916...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57754271</td>\n",
       "      <td>20230412172946</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>571885ea45ce00977366da9105a.jpg</td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>False</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50965433</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>55703639</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>False</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45177357</td>\n",
       "      <td>20230413101755</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数字营销PM</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>23154709</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>2</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>48905275</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>2</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>46626189</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>81d856a45c0e72274ebbef01db417cf0</td>\n",
       "      <td>2</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>False</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>25415919</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>2</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "IT产品经理                       {\"recruiterName\":\"张女士\",\"userId\":\"7f4e7e8ef7261...   \n",
       "支付产品经理                       {\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...   \n",
       "产品经理-电信信息化部                  {\"recruiterName\":\"陈女士\",\"userId\":\"8715187753916...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       "自动驾驶产品经理（PM）                 {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       "...                                                                        ...   \n",
       " Product Manager             {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       "数字营销PM                       {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "项目发行PM（二次元） (MJ000855)       {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       "Product Manager              {\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...   \n",
       "活动PM                         {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "\n",
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "IT产品经理                       %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "支付产品经理                       %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "产品经理-电信信息化部                  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "自动驾驶产品经理（PM）                 %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "...                                                                        ...   \n",
       " Product Manager             %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "数字营销PM                       %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "项目发行PM（二次元） (MJ000855)       %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "Product Manager              %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "活动PM                         %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "IT产品经理                          [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]   \n",
       "支付产品经理                           [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]   \n",
       "产品经理-电信信息化部                   [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "自动驾驶产品经理（PM）                 [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "...                                                                        ...   \n",
       " Product Manager                                            [市场营销, 产品管理, 产品开发]   \n",
       "数字营销PM                                                                      []   \n",
       "项目发行PM（二次元） (MJ000855)                                     [产品优化, 二次元在研, 项目管理]   \n",
       "Product Manager                                                             []   \n",
       "活动PM                                                                    [增长产品]   \n",
       "\n",
       "                             job.topJob  job.salary  job.dq job.jobId  \\\n",
       "job.title                                                               \n",
       "IT产品经理                             True      20-26k  广州-越秀区  57326451   \n",
       "支付产品经理                             True      15-20k  广州-天河区  55739849   \n",
       "产品经理-电信信息化部                        True   8-12k·13薪  广州-天河区  57754271   \n",
       "产品经理（化妆品原料）/Product Manager       False        薪资面议  广州-天河区  50965433   \n",
       "自动驾驶产品经理（PM）                      False      25-35k  广州-海珠区  55703639   \n",
       "...                                 ...         ...     ...       ...   \n",
       " Product Manager                  False      25-30k      广州  45177357   \n",
       "数字营销PM                            False        薪资面议  广州-天河区  23154709   \n",
       "项目发行PM（二次元） (MJ000855)            False  20-28k·13薪  广州-天河区  48905275   \n",
       "Product Manager                   False   8-16k·13薪  广州-天河区  46626189   \n",
       "活动PM                              False        薪资面议      广州  25415919   \n",
       "\n",
       "                            job.refreshTime job.jobKind job.requireWorkYears  \\\n",
       "job.title                                                                      \n",
       "IT产品经理                       20230412110555           2                5-10年   \n",
       "支付产品经理                       20230413150830           2                 3-5年   \n",
       "产品经理-电信信息化部                  20230412172946           2                 3-5年   \n",
       "产品经理（化妆品原料）/Product Manager  20230414103329           2                 3-5年   \n",
       "自动驾驶产品经理（PM）                 20230228112317           2                 3-5年   \n",
       "...                                     ...         ...                  ...   \n",
       " Product Manager             20230413101755           1                 1-3年   \n",
       "数字营销PM                       20200728103437           2                5-10年   \n",
       "项目发行PM（二次元） (MJ000855)       20220928174530           2                5-10年   \n",
       "Product Manager              20220215115047           2                 3-5年   \n",
       "活动PM                         20210615114605           2                 3-5年   \n",
       "\n",
       "                             ...          recruiter.recruiterPhoto  \\\n",
       "job.title                    ...                                     \n",
       "IT产品经理                       ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       "支付产品经理                       ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "产品经理-电信信息化部                  ...   571885ea45ce00977366da9105a.jpg   \n",
       "产品经理（化妆品原料）/Product Manager  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "自动驾驶产品经理（PM）                 ...   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "...                          ...                               ...   \n",
       " Product Manager             ...  6321be3095ee1c04143439eb01u.jpeg   \n",
       "数字营销PM                       ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "项目发行PM（二次元） (MJ000855)       ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "Product Manager              ...   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "活动PM                         ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "\n",
       "                                               recruiter.imId  \\\n",
       "job.title                                                       \n",
       "IT产品经理                       5e5d95960f37ddf6882b84a174d57208   \n",
       "支付产品经理                       5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       "产品经理-电信信息化部                  180268114ec479913eaad1f295204b5b   \n",
       "产品经理（化妆品原料）/Product Manager  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "自动驾驶产品经理（PM）                 e2b135092ee70a2ae950a599d250d4ad   \n",
       "...                                                       ...   \n",
       " Product Manager             9cfdabc8878349689809d03804875792   \n",
       "数字营销PM                       b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "项目发行PM（二次元） (MJ000855)       9e5b45289ab5581e337193710fe42056   \n",
       "Product Manager              81d856a45c0e72274ebbef01db417cf0   \n",
       "活动PM                         b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "\n",
       "                            recruiter.imUserType  \\\n",
       "job.title                                          \n",
       "IT产品经理                                         2   \n",
       "支付产品经理                                         2   \n",
       "产品经理-电信信息化部                                    2   \n",
       "产品经理（化妆品原料）/Product Manager                    2   \n",
       "自动驾驶产品经理（PM）                                   2   \n",
       "...                                          ...   \n",
       " Product Manager                               2   \n",
       "数字营销PM                                         2   \n",
       "项目发行PM（二次元） (MJ000855)                         2   \n",
       "Product Manager                                2   \n",
       "活动PM                                           2   \n",
       "\n",
       "                                               comp.compLogo    comp.compName  \\\n",
       "job.title                                                                       \n",
       "IT产品经理                       5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司   \n",
       "支付产品经理                       5ef856aa543a971969df89b903u.jpg             全民钱包   \n",
       "产品经理-电信信息化部                  5bfea3d874719d2aa34c9d1703a.png            中数通信息   \n",
       "产品经理（化妆品原料）/Product Manager  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       "自动驾驶产品经理（PM）                 60a497de907306298575785f03u.png       文远知行WeRide   \n",
       "...                                                      ...              ...   \n",
       " Product Manager             60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司   \n",
       "数字营销PM                       5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       "项目发行PM（二次元） (MJ000855)       5ff42565bebf7311a41e860005u.png             广州百田   \n",
       "Product Manager              612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司   \n",
       "活动PM                         5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       "\n",
       "                            comp.compScale comp.compId comp.compIndustry  \\\n",
       "job.title                                                                  \n",
       "IT产品经理                         5000-10000人   2250604.0           房地产开发经营   \n",
       "支付产品经理                            100-499人  12219769.0              科技金融   \n",
       "产品经理-电信信息化部                     1000-2000人   1103040.0          运营商/增值服务   \n",
       "产品经理（化妆品原料）/Product Manager         50-99人   8112968.0            贸易/进出口   \n",
       "自动驾驶产品经理（PM）                      100-499人   9491766.0              人工智能   \n",
       "...                                    ...         ...               ...   \n",
       " Product Manager                2000-5000人         NaN                日化   \n",
       "数字营销PM                          2000-5000人   6629285.0              IT服务   \n",
       "项目发行PM（二次元） (MJ000855)            500-999人    803274.0                游戏   \n",
       "Product Manager                     50-99人  12912133.0              咨询服务   \n",
       "活动PM                            2000-5000人   6629285.0              IT服务   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "IT产品经理                        https://www.liepin.com/company/2250604/   \n",
       "支付产品经理                       https://www.liepin.com/company/12219769/   \n",
       "产品经理-电信信息化部                   https://www.liepin.com/company/1103040/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "自动驾驶产品经理（PM）                  https://www.liepin.com/company/9491766/   \n",
       "...                                                               ...   \n",
       " Product Manager                                                        \n",
       "数字营销PM                        https://www.liepin.com/company/6629285/   \n",
       "项目发行PM（二次元） (MJ000855)         https://www.liepin.com/company/803274/   \n",
       "Product Manager              https://www.liepin.com/company/12912133/   \n",
       "活动PM                          https://www.liepin.com/company/6629285/   \n",
       "\n",
       "                            comp.compStage  \n",
       "job.title                                   \n",
       "IT产品经理                                 NaN  \n",
       "支付产品经理                                  其他  \n",
       "产品经理-电信信息化部                            NaN  \n",
       "产品经理（化妆品原料）/Product Manager            NaN  \n",
       "自动驾驶产品经理（PM）                            C轮  \n",
       "...                                    ...  \n",
       " Product Manager                     融资未公开  \n",
       "数字营销PM                                 NaN  \n",
       "项目发行PM（二次元） (MJ000855)                 已上市  \n",
       "Product Manager                      融资未公开  \n",
       "活动PM                                   NaN  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2a09a2f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.topJob', 'job.salary',\n",
       "       'job.dq', 'job.jobId', 'job.refreshTime', 'job.jobKind',\n",
       "       'job.requireWorkYears', 'job.link', 'job.advViewFlag',\n",
       "       'job.pcOuterLink', 'job.h5OuterLink', 'job.dataPromId',\n",
       "       'job.requireEduLevel', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.chatted',\n",
       "       'recruiter.recruiterId', 'recruiter.recruiterPhoto', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'comp.compLogo', 'comp.compName',\n",
       "       'comp.compScale', 'comp.compId', 'comp.compIndustry', 'comp.link',\n",
       "       'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "22dc2053",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 400 entries, IT产品经理 to 活动PM\n",
      "Data columns (total 30 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataParams                400 non-null    object \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   job.labels                400 non-null    object \n",
      " 3   job.topJob                400 non-null    bool   \n",
      " 4   job.salary                400 non-null    object \n",
      " 5   job.dq                    400 non-null    object \n",
      " 6   job.jobId                 400 non-null    object \n",
      " 7   job.refreshTime           400 non-null    object \n",
      " 8   job.jobKind               400 non-null    object \n",
      " 9   job.requireWorkYears      400 non-null    object \n",
      " 10  job.link                  400 non-null    object \n",
      " 11  job.advViewFlag           400 non-null    bool   \n",
      " 12  job.pcOuterLink           310 non-null    object \n",
      " 13  job.h5OuterLink           310 non-null    object \n",
      " 14  job.dataPromId            400 non-null    object \n",
      " 15  job.requireEduLevel       400 non-null    object \n",
      " 16  recruiter.recruiterName   400 non-null    object \n",
      " 17  recruiter.recruiterTitle  400 non-null    object \n",
      " 18  recruiter.chatted         400 non-null    bool   \n",
      " 19  recruiter.recruiterId     400 non-null    object \n",
      " 20  recruiter.recruiterPhoto  400 non-null    object \n",
      " 21  recruiter.imId            400 non-null    object \n",
      " 22  recruiter.imUserType      400 non-null    object \n",
      " 23  comp.compLogo             400 non-null    object \n",
      " 24  comp.compName             400 non-null    object \n",
      " 25  comp.compScale            400 non-null    object \n",
      " 26  comp.compId               310 non-null    float64\n",
      " 27  comp.compIndustry         400 non-null    object \n",
      " 28  comp.link                 400 non-null    object \n",
      " 29  comp.compStage            210 non-null    object \n",
      "dtypes: bool(3), float64(1), object(26)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_产品经理.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fe88b7b8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>支付产品经理</td>\n",
       "      <td>[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>日化</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>活动PM</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                         IT产品经理   \n",
       "1                         支付产品经理   \n",
       "2                    产品经理-电信信息化部   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4                   自动驾驶产品经理（PM）   \n",
       "..                           ...   \n",
       "395             Product Manager    \n",
       "396                       数字营销PM   \n",
       "397       项目发行PM（二次元） (MJ000855)   \n",
       "398              Product Manager   \n",
       "399                         活动PM   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0       [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]      20-26k  广州-越秀区   \n",
       "1        [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]      15-20k  广州-天河区   \n",
       "2     [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   8-12k·13薪  广州-天河区   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4    [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  广州-海珠区   \n",
       "..                                                 ...         ...     ...   \n",
       "395                                 [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       "396                                                 []        薪资面议  广州-天河区   \n",
       "397                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "398                                                 []   8-16k·13薪  广州-天河区   \n",
       "399                                             [增长产品]        薪资面议      广州   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    本科                5-10年           房地产开发经营   \n",
       "1                    本科                 3-5年              科技金融   \n",
       "2                  统招本科                 3-5年          运营商/增值服务   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                  统招本科                 3-5年              人工智能   \n",
       "..                  ...                  ...               ...   \n",
       "395               本科及以上                 1-3年                日化   \n",
       "396                  本科                5-10年              IT服务   \n",
       "397                  本科                5-10年                游戏   \n",
       "398                  本科                 3-5年              咨询服务   \n",
       "399                统招本科                 3-5年              IT服务   \n",
       "\n",
       "       comp.compName comp.compScale  \n",
       "0       时代中国控股集团有限公司    5000-10000人  \n",
       "1               全民钱包       100-499人  \n",
       "2              中数通信息     1000-2000人  \n",
       "3               仙婷集团         50-99人  \n",
       "4         文远知行WeRide       100-499人  \n",
       "..               ...            ...  \n",
       "395       某国内大型快消品公司     2000-5000人  \n",
       "396        恩梯梯数据(中国)     2000-5000人  \n",
       "397             广州百田       500-999人  \n",
       "398  贝兰格投资咨询(广州)有限公司         50-99人  \n",
       "399        恩梯梯数据(中国)     2000-5000人  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e668f73",
   "metadata": {},
   "source": [
    "# 数据整合和分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d509d4",
   "metadata": {},
   "source": [
    "## 职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "31d38481",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            30\n",
       "Product Manager                                 20\n",
       "eWMS Product Manager                            20\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "自动驾驶工具产品经理（PM）                                  10\n",
       "支付产品经理                                          10\n",
       "Automation Product Manager                      10\n",
       "产品经理（系统端）                                       10\n",
       "医药产品经理                                          10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "产品销售经理-广州                                       10\n",
       "PM                                              10\n",
       "产品经理/Product Manager                            10\n",
       " Product Manager                                10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "助理产品经理                                          10\n",
       "eWMS产品经理                                        10\n",
       "产品经理Product Manager                             10\n",
       "产品策划经理                                          10\n",
       "自动驾驶产品经理（PM）                                    10\n",
       "高级跨境产品经理（Yep品牌）                                 10\n",
       "活动PM                                            10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "数码产品经理                                          10\n",
       "产品经理-电信信息化部                                     10\n",
       "数字营销PM                                          10\n",
       "IT产品经理                                          10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "项目发行PM（二次元） (MJ000855)                          10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cbd96e2",
   "metadata": {},
   "source": [
    "## 岗位类别分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "bea3678e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                      110\n",
       "[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]                           10\n",
       "[泌尿外科]                                                                   10\n",
       "[产品优化, 二次元在研, 项目管理]                                                      10\n",
       "[市场营销, 产品管理, 产品开发]                                                       10\n",
       "[品牌策划]                                                                   10\n",
       "[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, 服务业, IT/互联网/软件, CRM系统]     10\n",
       "[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]                                           10\n",
       "[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                                    10\n",
       "[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                                            10\n",
       "[商品管理, 产品企划, 商品运营]                                                       10\n",
       "[化妆品, 消费品, 产品开发]                                                         10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    10\n",
       "[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品设计, 数据分析, 数据挖掘]            10\n",
       "[软件开发]                                                                   10\n",
       "[to C]                                                                   10\n",
       "[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                         10\n",
       "[广告产品, 广告行业, 团队管理]                                                       10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产品规划, 交互设计]                 10\n",
       "[to C, 电子商务, 消费品]                                                        10\n",
       "[web端产品]                                                                 10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  10\n",
       "[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]                            10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                             10\n",
       "[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, 产品设计, 团队管理, 用户研究]          10\n",
       "[平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求分析, 数据分析]                  10\n",
       "[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究, 产品设计, 数据分析]              10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           10\n",
       "[数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]                               10\n",
       "[增长产品]                                                                   10\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9f0cbfc",
   "metadata": {},
   "source": [
    "## 工资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "31d75414",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          70\n",
       "25-35k        30\n",
       "20-30k        20\n",
       "15-25k        20\n",
       "20-26k        10\n",
       "6-10k         10\n",
       "20-28k·13薪    10\n",
       "25-30k        10\n",
       "30-40k·13薪    10\n",
       "11-22k        10\n",
       "17-30k·13薪    10\n",
       "15-20k·20薪    10\n",
       "14-28k·16薪    10\n",
       "12-30k        10\n",
       "18-30k·13薪    10\n",
       "18-40k·14薪    10\n",
       "15-25k·13薪    10\n",
       "25-35k·14薪    10\n",
       "8-12k·13薪     10\n",
       "25-30k·14薪    10\n",
       "20-40k·15薪    10\n",
       "20-40k·13薪    10\n",
       "20-40k·16薪    10\n",
       "25-50k·15薪    10\n",
       "20-40k·14薪    10\n",
       "15-24k·13薪    10\n",
       "15-20k        10\n",
       "20-25k        10\n",
       "14-18k        10\n",
       "8-16k·13薪     10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "564dafb0",
   "metadata": {},
   "source": [
    "## 学历分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "74a8c38f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       190\n",
       "统招本科     120\n",
       "硕士        50\n",
       "学历不限      20\n",
       "本科及以上     20\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f4d1a1a",
   "metadata": {},
   "source": [
    "## 工作年限分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "86991160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-5年     170\n",
       "5-10年    160\n",
       "经验不限      30\n",
       "1-3年      20\n",
       "10年以上     20\n",
       "Name: job.requireWorkYears, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireWorkYears'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ea59817",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b80a6494",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    160\n",
       "广州        120\n",
       "广州-越秀区     40\n",
       "广州-海珠区     20\n",
       "广州-番禺区     20\n",
       "广州-白云区     20\n",
       "广州-黄埔区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "74665b1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"c300fecd6b1645fc881e025f3b0a7431\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_c300fecd6b1645fc881e025f3b0a7431 = echarts.init(\n",
       "                    document.getElementById('c300fecd6b1645fc881e025f3b0a7431'), 'white', {renderer: 'canvas'});\n",
       "                var option_c300fecd6b1645fc881e025f3b0a7431 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 160\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde\",\n",
       "                    \"value\": 120\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 20\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
       "                \"borderColor\": \"#aaa\",\n",
       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
       "                        \"lineHeight\": 22,\n",
       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
       "                            4,\n",
       "                            0,\n",
       "                            0\n",
       "                        ]\n",
       "                    },\n",
       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"borderWidth\": 0.5,\n",
       "                        \"height\": 0\n",
       "                    },\n",
       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
       "                    },\n",
       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
       "                        \"backgroundColor\": \"#334455\",\n",
       "                        \"padding\": [\n",
       "                            2,\n",
       "                            4\n",
       "                        ],\n",
       "                        \"borderRadius\": 2\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u5e7f\\u5dde\",\n",
       "                \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"GZ\\u5206\\u5e03\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_c300fecd6b1645fc881e025f3b0a7431.setOption(option_c300fecd6b1645fc881e025f3b0a7431);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x169733cd0>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_分析['job.dq'].value_counts().index.tolist(), df_产品经理_分析['job.dq'].value_counts().values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"GZ分布\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "374d1875",
   "metadata": {},
   "source": [
    "## 行业领域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "007ed639",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IT服务        40\n",
       "日化          40\n",
       "人工智能        30\n",
       "医疗器械        30\n",
       "食品/饮料/酒水    30\n",
       "制药          30\n",
       "互联网         30\n",
       "科技金融        20\n",
       "贸易/进出口      20\n",
       "服装/纺织/皮革    20\n",
       "计算机软件       20\n",
       "房地产开发经营     10\n",
       "专业技术服务      10\n",
       "游戏          10\n",
       "电子商务        10\n",
       "通信设备        10\n",
       "仪器仪表        10\n",
       "运营商/增值服务    10\n",
       "机械/设备       10\n",
       "咨询服务        10\n",
       "Name: comp.compIndustry, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compIndustry'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f11ba74",
   "metadata": {},
   "source": [
    "## 公司名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e6f54d1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "文远知行WeRide         30\n",
       "广州宝洁有限公司           20\n",
       "全民钱包               20\n",
       "仙婷集团               20\n",
       "恩梯梯数据(中国)          20\n",
       "广东环凯微生物科技有限公司      20\n",
       "斯凯奇中国              20\n",
       "某广州大型食品/饮料/酒水公司    20\n",
       "上海华钦信息科技股份有限公司     10\n",
       "汇丰软件               10\n",
       "某广州IT服务公司          10\n",
       "时代中国控股集团有限公司       10\n",
       "上海汉得信息技术股份有限公司     10\n",
       "即能科技(广州)有限公司       10\n",
       "嫚熙控股(广州)有限公司       10\n",
       "某国内大型快消品公司         10\n",
       "广州百田               10\n",
       "某国内大型日化公司          10\n",
       "索恩照明(广州)有限公司       10\n",
       "润建股份               10\n",
       "某广州互联网公司           10\n",
       "中数通信息              10\n",
       "康方生物               10\n",
       "丹纳赫                10\n",
       "某上海大型医疗器械公司        10\n",
       "广州麦优网络科技有限公司       10\n",
       "某国内大型食品/饮料/日化公司    10\n",
       "西门子医疗系统            10\n",
       "广州市新目标电子商务有限公司     10\n",
       "某广州大型机械/设备公司       10\n",
       "贝兰格投资咨询(广州)有限公司    10\n",
       "Name: comp.compName, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compName'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0121f4e",
   "metadata": {},
   "source": [
    "## 公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "3aa85595",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       110\n",
       "2000-5000人      90\n",
       "5000-10000人     50\n",
       "10000人以上        50\n",
       "1000-2000人      30\n",
       "50-99人          30\n",
       "500-999人        20\n",
       "                10\n",
       "1-49人           10\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "8a93d6bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['100-499人',\n",
       " '2000-5000人',\n",
       " '5000-10000人',\n",
       " '10000人以上',\n",
       " '1000-2000人',\n",
       " '50-99人',\n",
       " '500-999人',\n",
       " '',\n",
       " '1-49人']"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "edad1d9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[110, 90, 50, 50, 30, 30, 20, 10, 10]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2bd79515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"c134c8ae4da440789e929c81f0b96589\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_c134c8ae4da440789e929c81f0b96589 = echarts.init(\n",
       "                    document.getElementById('c134c8ae4da440789e929c81f0b96589'), 'white', {renderer: 'canvas'});\n",
       "                var option_c134c8ae4da440789e929c81f0b96589 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90-\\u730e\\u8058\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 90\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 110\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"500-999\\u4eba\",\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"50-99\\u4eba\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"2000-5000\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u5e02-\\u4ea7\\u54c1\\u7ecf\\u7406\\u730e\\u8058\\u6570\\u636e\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_c134c8ae4da440789e929c81f0b96589.setOption(option_c134c8ae4da440789e929c81f0b96589);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1de82288f70>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_分析['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_分析['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源-猎聘\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"广州市-产品经理猎聘数据\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc60bd54",
   "metadata": {},
   "source": [
    "# 组合分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d0b2c4a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.topJob', 'job.title',\n",
       "       'job.salary', 'job.dq', 'job.jobId', 'job.refreshTime', 'job.jobKind',\n",
       "       'job.requireWorkYears', 'job.link', 'job.advViewFlag',\n",
       "       'job.pcOuterLink', 'job.h5OuterLink', 'job.dataPromId',\n",
       "       'job.requireEduLevel', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.chatted',\n",
       "       'recruiter.recruiterId', 'recruiter.recruiterPhoto', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'comp.compLogo', 'comp.compName',\n",
       "       'comp.compScale', 'comp.compId', 'comp.compIndustry', 'comp.link',\n",
       "       'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5055dfd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>job.salary</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">广州</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>12-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州麦优网络科技有限公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>25-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>10000人以上</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>25-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th></th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>500-999人</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>10000人以上</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">广州-天河区</th>\n",
       "      <th>上海华钦信息科技股份有限公司</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <th>17-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中数通信息</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>仙婷集团</th>\n",
       "      <th>50-99人</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">全民钱包</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">100-499人</th>\n",
       "      <th>14-18k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-20k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">10000人以上</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州百田</th>\n",
       "      <th>500-999人</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">2000-5000人</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <th>6-10k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贝兰格投资咨询(广州)有限公司</th>\n",
       "      <th>50-99人</th>\n",
       "      <th>8-16k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>25-35k</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>10000人以上</th>\n",
       "      <th>11-22k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>20-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>1-49人</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>时代中国控股集团有限公司</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <th>20-26k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位数量\n",
       "job.dq comp.compName   comp.compScale job.salary      \n",
       "广州     广东环凯微生物科技有限公司   100-499人       12-30k        10\n",
       "       广州麦优网络科技有限公司    100-499人       25-35k        10\n",
       "       恩梯梯数据(中国)       2000-5000人     薪资面议          10\n",
       "       文远知行WeRide      100-499人       25-50k·15薪    10\n",
       "       某上海大型医疗器械公司     10000人以上       20-40k·16薪    10\n",
       "       某国内大型快消品公司      2000-5000人     25-30k        10\n",
       "       某国内大型日化公司       2000-5000人     18-30k·13薪    10\n",
       "       某广州IT服务公司       100-499人       20-30k        10\n",
       "       某广州互联网公司                       25-35k·14薪    10\n",
       "       某广州大型机械/设备公司    500-999人       20-30k        10\n",
       "       某广州大型食品/饮料/酒水公司 10000人以上       20-40k·15薪    10\n",
       "       汇丰软件            2000-5000人     薪资面议          10\n",
       "广州-天河区 上海华钦信息科技股份有限公司  1000-2000人     17-30k·13薪    10\n",
       "       中数通信息           1000-2000人     8-12k·13薪     10\n",
       "       丹纳赫             5000-10000人    20-40k·13薪    10\n",
       "       仙婷集团            50-99人         薪资面议          20\n",
       "       全民钱包            100-499人       14-18k        10\n",
       "                                      15-20k        10\n",
       "       广州宝洁有限公司        10000人以上       20-40k·14薪    10\n",
       "                                      薪资面议          10\n",
       "       广州百田            500-999人       20-28k·13薪    10\n",
       "       恩梯梯数据(中国)       2000-5000人     薪资面议          10\n",
       "       斯凯奇中国           2000-5000人     14-28k·16薪    10\n",
       "                                      15-25k        10\n",
       "       某广州大型食品/饮料/酒水公司 5000-10000人    30-40k·13薪    10\n",
       "       润建股份            5000-10000人    6-10k         10\n",
       "       贝兰格投资咨询(广州)有限公司 50-99人         8-16k·13薪     10\n",
       "广州-海珠区 文远知行WeRide      100-499人       25-35k        20\n",
       "广州-番禺区 上海汉得信息技术股份有限公司  10000人以上       11-22k        10\n",
       "       广州市新目标电子商务有限公司  100-499人       20-25k        10\n",
       "广州-白云区 嫚熙控股(广州)有限公司    1000-2000人     15-25k        10\n",
       "       某国内大型食品/饮料/日化公司 2000-5000人     15-24k·13薪    10\n",
       "广州-越秀区 即能科技(广州)有限公司    1-49人          18-40k·14薪    10\n",
       "       康方生物            2000-5000人     25-30k·14薪    10\n",
       "       时代中国控股集团有限公司    5000-10000人    20-26k        10\n",
       "       西门子医疗系统         5000-10000人    薪资面议          10\n",
       "广州-黄埔区 广东环凯微生物科技有限公司   100-499人       15-20k·20薪    10\n",
       "       索恩照明(广州)有限公司    100-499人       15-25k·13薪    10"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.dq','comp.compName','comp.compScale','job.salary']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "f294c2b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>上海华钦信息科技股份有限公司</th>\n",
       "      <th>PM</th>\n",
       "      <th>17-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中数通信息</th>\n",
       "      <th>产品经理-电信信息化部</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">仙婷集团</th>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">全民钱包</th>\n",
       "      <th>产品经理（系统端）</th>\n",
       "      <th>14-18k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>支付产品经理</th>\n",
       "      <th>15-20k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>产品策划经理</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广东环凯微生物科技有限公司</th>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS产品经理</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州百田</th>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州麦优网络科技有限公司</th>\n",
       "      <th>高级跨境产品经理（Yep品牌）</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">恩梯梯数据(中国)</th>\n",
       "      <th>数字营销PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">文远知行WeRide</th>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶工具产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>时代中国控股集团有限公司</th>\n",
       "      <th>IT产品经理</th>\n",
       "      <th>20-26k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>产品销售经理-广州</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>AI应用产品经理/港资企业正编/双休WLB</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <th></th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>助理产品经理</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>Product Sales Manager MR 产品销售经理 广州</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贝兰格投资咨询(广州)有限公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>8-16k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        职位数量\n",
       "comp.compName   job.title                                    job.salary comp.compScale      \n",
       "上海华钦信息科技股份有限公司  PM                                           17-30k·13薪 1000-2000人        10\n",
       "上海汉得信息技术股份有限公司  CRM实施顾问&项目经理PM(J12971)                       11-22k     10000人以上          10\n",
       "中数通信息           产品经理-电信信息化部                                  8-12k·13薪  1000-2000人        10\n",
       "丹纳赫             Automation Product Manager                   20-40k·13薪 5000-10000人       10\n",
       "仙婷集团            产品经理（化妆品原料）/Product Manager                  薪资面议       50-99人            10\n",
       "                助理产品经理（化妆品原料）/APM                            薪资面议       50-99人            10\n",
       "全民钱包            产品经理（系统端）                                    14-18k     100-499人          10\n",
       "                支付产品经理                                       15-20k     100-499人          10\n",
       "即能科技(广州)有限公司    产品经理                                         18-40k·14薪 1-49人             10\n",
       "嫚熙控股(广州)有限公司    产品策划经理                                       15-25k     1000-2000人        10\n",
       "广东环凯微生物科技有限公司   产品经理（工业消洗产品）                                 12-30k     100-499人          10\n",
       "                微生物检测产品经理（制药或食品行业方向）                         15-20k·20薪 100-499人          10\n",
       "广州宝洁有限公司        eWMS Product Manager                         薪资面议       10000人以上          10\n",
       "                eWMS产品经理                                     20-40k·14薪 10000人以上          10\n",
       "广州市新目标电子商务有限公司  产品经理Product Manager                          20-25k     100-499人          10\n",
       "广州百田            项目发行PM（二次元） (MJ000855)                       20-28k·13薪 500-999人          10\n",
       "广州麦优网络科技有限公司    高级跨境产品经理（Yep品牌）                              25-35k     100-499人          10\n",
       "康方生物            医药产品经理                                       25-30k·14薪 2000-5000人        10\n",
       "恩梯梯数据(中国)       数字营销PM                                       薪资面议       2000-5000人        10\n",
       "                活动PM                                         薪资面议       2000-5000人        10\n",
       "文远知行WeRide      自动驾驶产品经理（PM）                                 25-35k     100-499人          10\n",
       "                自动驾驶工具产品经理（PM）                               25-35k     100-499人          10\n",
       "                自动驾驶（硬件）产品经理                                 25-50k·15薪 100-499人          10\n",
       "斯凯奇中国           产品经理-产品企划(J13606)                            15-25k     2000-5000人        10\n",
       "                产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪 2000-5000人        10\n",
       "时代中国控股集团有限公司    IT产品经理                                       20-26k     5000-10000人       10\n",
       "某上海大型医疗器械公司     产品销售经理-广州                                    20-40k·16薪 10000人以上          10\n",
       "某国内大型快消品公司       Product Manager                             25-30k     2000-5000人        10\n",
       "某国内大型日化公司       Assistant Product Manager / Product Manager  18-30k·13薪 2000-5000人        10\n",
       "某国内大型食品/饮料/日化公司 AI应用产品经理/港资企业正编/双休WLB                        15-24k·13薪 2000-5000人        10\n",
       "某广州IT服务公司       产品经理                                         20-30k     100-499人          10\n",
       "某广州互联网公司        产品经理                                         25-35k·14薪                   10\n",
       "某广州大型机械/设备公司    产品经理/Product Manager                         20-30k     500-999人          10\n",
       "某广州大型食品/饮料/酒水公司 Product Manager                              30-40k·13薪 5000-10000人       10\n",
       "                eWMS Product Manager                         20-40k·15薪 10000人以上          10\n",
       "汇丰软件            数码产品经理                                       薪资面议       2000-5000人        10\n",
       "润建股份            产品经理（企业数字化转型）                                6-10k      5000-10000人       10\n",
       "索恩照明(广州)有限公司    助理产品经理                                       15-25k·13薪 100-499人          10\n",
       "西门子医疗系统         Product Sales Manager MR 产品销售经理 广州           薪资面议       5000-10000人       10\n",
       "贝兰格投资咨询(广州)有限公司 Product Manager                              8-16k·13薪  50-99人            10"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['comp.compName','job.title','job.salary','comp.compScale']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b1deb58",
   "metadata": {},
   "source": [
    "## 地区和行业分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "05ff4f94",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">广州</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <th></th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>机械/设备</th>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子商务</th>\n",
       "      <th>广州麦优网络科技有限公司</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">广州-天河区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>咨询服务</th>\n",
       "      <th>贝兰格投资咨询(广州)有限公司</th>\n",
       "      <th>8-16k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">服装/纺织/皮革</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <th>广州百田</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">科技金融</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">全民钱包</th>\n",
       "      <th>14-18k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-20k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>上海华钦信息科技股份有限公司</th>\n",
       "      <th>17-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贸易/进出口</th>\n",
       "      <th>仙婷集团</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>运营商/增值服务</th>\n",
       "      <th>中数通信息</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <th>润建股份</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <th>人工智能</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>互联网</th>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>专业技术服务</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>康方生物</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产开发经营</th>\n",
       "      <th>时代中国控股集团有限公司</th>\n",
       "      <th>20-26k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>仪器仪表</th>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    职位数量\n",
       "job.dq comp.compIndustry comp.compName   job.salary comp.compScale      \n",
       "广州     IT服务              恩梯梯数据(中国)       薪资面议       2000-5000人        10\n",
       "                         某广州IT服务公司       20-30k     100-499人          10\n",
       "       互联网               某广州互联网公司        25-35k·14薪                   10\n",
       "       人工智能              文远知行WeRide      25-50k·15薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司   12-30k     100-499人          10\n",
       "       医疗器械              某上海大型医疗器械公司     20-40k·16薪 10000人以上          10\n",
       "       日化                某国内大型快消品公司      25-30k     2000-5000人        10\n",
       "                         某国内大型日化公司       18-30k·13薪 2000-5000人        10\n",
       "       机械/设备             某广州大型机械/设备公司    20-30k     500-999人          10\n",
       "       电子商务              广州麦优网络科技有限公司    25-35k     100-499人          10\n",
       "       计算机软件             汇丰软件            薪资面议       2000-5000人        10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司 20-40k·15薪 10000人以上          10\n",
       "广州-天河区 IT服务              恩梯梯数据(中国)       薪资面议       2000-5000人        10\n",
       "       医疗器械              丹纳赫             20-40k·13薪 5000-10000人       10\n",
       "       咨询服务              贝兰格投资咨询(广州)有限公司 8-16k·13薪  50-99人            10\n",
       "       日化                广州宝洁有限公司        20-40k·14薪 10000人以上          10\n",
       "                                         薪资面议       10000人以上          10\n",
       "       服装/纺织/皮革          斯凯奇中国           14-28k·16薪 2000-5000人        10\n",
       "                                         15-25k     2000-5000人        10\n",
       "       游戏                广州百田            20-28k·13薪 500-999人          10\n",
       "       科技金融              全民钱包            14-18k     100-499人          10\n",
       "                                         15-20k     100-499人          10\n",
       "       计算机软件             上海华钦信息科技股份有限公司  17-30k·13薪 1000-2000人        10\n",
       "       贸易/进出口            仙婷集团            薪资面议       50-99人            20\n",
       "       运营商/增值服务          中数通信息           8-12k·13薪  1000-2000人        10\n",
       "       通信设备              润建股份            6-10k      5000-10000人       10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司 30-40k·13薪 5000-10000人       10\n",
       "广州-海珠区 人工智能              文远知行WeRide      25-35k     100-499人          20\n",
       "广州-番禺区 IT服务              广州市新目标电子商务有限公司  20-25k     100-499人          10\n",
       "       互联网               上海汉得信息技术股份有限公司  11-22k     10000人以上          10\n",
       "广州-白云区 互联网               嫚熙控股(广州)有限公司    15-25k     1000-2000人        10\n",
       "       食品/饮料/酒水          某国内大型食品/饮料/日化公司 15-24k·13薪 2000-5000人        10\n",
       "广州-越秀区 专业技术服务            即能科技(广州)有限公司    18-40k·14薪 1-49人             10\n",
       "       制药                康方生物            25-30k·14薪 2000-5000人        10\n",
       "       医疗器械              西门子医疗系统         薪资面议       5000-10000人       10\n",
       "       房地产开发经营           时代中国控股集团有限公司    20-26k     5000-10000人       10\n",
       "广州-黄埔区 仪器仪表              索恩照明(广州)有限公司    15-25k·13薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司   15-20k·20薪 100-499人          10"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.dq','comp.compIndustry','comp.compName','job.salary','comp.compScale']).agg(职位数量 = ('comp.compName','count'))"
   ]
  },
  {
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   "id": "5a797d12",
   "metadata": {},
   "source": [
    "## 职位岗位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86f5e5f3",
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   "outputs": [],
   "source": []
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   "cell_type": "code",
   "execution_count": null,
   "id": "82ffb17e",
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce9245ba",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fd92859d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_产品经理.to_excel('output_liepin.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2194bb6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f449051a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2389b85a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb8448e1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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